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Perovskite + Star Gate Project, DeepSeek, and Science under Trump2.0

This subject is previously unknown to this blogger who has difficulty even in pronouncing "Perovskite". The following information is gathered from ChatGPT in the learning process (in Italic; with added links, illustrations and occasional comments by yours truly).

In ChatGPT, GPT stands for Generative Pre-trained Transformer. Here's a breakdown:
" Generative: Refers to the model's ability to generate text, create coherent responses, and produce meaningful content.
" Pre-trained: Indicates that the model is trained on a vast dataset before being fine-tuned for specific tasks or user interactions.
" Transformer: Refers to the type of neural network architecture used, which excels at understanding and generating text by processing sequences of words in context.
" Chat : means talking
Together, "ChatGPT" represents a conversational AI model built using the GPT architecture. It's designed for engaging and versatile dialogue.

ChatGPT can provide reliable information from its vast database, if the question is sensible. It is simply "garbage in, garbage out".
There is no copyright infringement as all data are collected by Robot/Spider from the internet (so it cannot predict the future).

However, there is a loophole in term of probability :
ChatGPT can apply statistical concepts to estimate the likelihood of events, but it doesn't generate predictions based on real-time data like a specialized statistical model would. Here's how ChatGPT can assist:
1. Theoretical Probability Calculations
" ChatGPT can calculate probabilities using mathematical models, formulas, and principles like the binomial distribution, normal distribution, or Bayesian inference.
" For example, it can help solve problems like:
o "What's the probability of flipping three heads in a row with a fair coin?"
o "What's the likelihood of drawing a red card from a standard deck of cards?"
2. Data Analysis and Simulation
" If you provide historical data or relevant information, ChatGPT can suggest statistical techniques to analyze trends and estimate probabilities.
" It can simulate events using algorithms like Monte Carlo simulations to model uncertainty and evaluate outcomes.
3. Predictive Modeling
" While ChatGPT cannot build or train machine learning models directly, it can guide you through the process using tools like Python and libraries like NumPy, Pandas, or SciPy.
" If you have a dataset, ChatGPT can provide sample code to create regression models, decision trees, or other prediction algorithms.
4. Understanding Statistical Confidence
" It can explain concepts like confidence intervals, p-values, and hypothesis testing to assess the reliability of predictions.

Limitations
" No Real-Time Data: ChatGPT doesn't access current data or events in real-time. For live predictions, you'd need specialized software or statistical models.
" No Causal Analysis: ChatGPT can analyze correlations but cannot establish causation without experimental data.
" Accuracy Depends on Input: The quality of predictions depends heavily on the accuracy and completeness of the data you provide.

For example: the propobility of a major earthquack > 8.0 near Vancoiver is estemated by ChatGPT to be :
In 2010, geologists estimated a 37% chance of an earthquake of magnitude 8.0 or higher occurring in the Cascadia Subduction Zone (including Vancouver) within the next 50 years. This probability translates to approximately a 0.74% chance per year.

Anyway, ChatGPT has admitted that it is not like a multicellular animal brain because it doesn't have consciousness, self-awareness, emotions, memory, sensory perception, or biological imperatives. It processes language and generate responses using complex algorithms, but these processes lack the rich, dynamic nature of a living brain that experiences the world and makes decisions based on that experience. Its "thinking" is entirely mechanical, governed by data and pattern recognition, while an animal's brain is a deeply integrated biological system that operates with awareness, feelings, and the ability to interact with its environment in a meaningful way. This description also applies to Artificial intelligence (AI), which is intelligence exhibited by machines, particularly computer systems.

Anyway, they pose no threat to the existence of human because the AI systems like ChatGPT are dependent on electricity and hardware infrastructure to function. If the power is disconnected or some parts stop providing the necessary computing resources, an AI system will immediately stop working. In this sense, AI is straightforward to control since it has no autonomy beyond what is provided by its hardware and software environment.


[2025 Star Gate Project + DeepSeek]

Here's the effect of the "Star Gate" project toward ChatGPT itself (in Italic text):

The Stargate Project is a significant initiative by OpenAI, in partnership with SoftBank, Oracle, and MGX, aiming to invest up to $500 billion in AI infrastructure across the United States over the next four years. This endeavor is designed to bolster OpenAI's capabilities in developing advanced AI models and applications.
Impact on ChatGPT:

1. Enhanced Performance: By establishing dedicated data centers, the Stargate Project is expected to provide OpenAI with increased computational resources. This infrastructure will enable the development of more advanced versions of ChatGPT, leading to improved performance, faster response times, and the ability to handle more complex queries.
2. Reduced Dependency on External Providers: Historically, OpenAI has relied heavily on Microsoft's Azure cloud services for its computational needs. The Stargate Project signifies a strategic shift, allowing OpenAI to build and manage its own infrastructure, thereby reducing dependence on external cloud providers.
3. Potential for Innovation: With control over its infrastructure, OpenAI can experiment with novel architectures and technologies tailored specifically for AI research. This autonomy could lead to breakthroughs that directly enhance ChatGPT's capabilities and efficiency.
Considerations:
" Project Viability: Recent reports suggest that the Stargate Project may face challenges related to funding and planning. It's essential to monitor these developments, as they could influence the project's timeline and scope.
" Evolving Partnerships: While OpenAI is diversifying its infrastructure strategy, it continues to maintain a relationship with Microsoft. The dynamics of this partnership may evolve as the Stargate Project progresses, potentially affecting resource allocation for ChatGPT.

In summary, the Stargate Project represents a significant step for OpenAI in enhancing its AI infrastructure. If successful, it will likely lead to substantial improvements in ChatGPT's performance and capabilities, benefiting users with more advanced and efficient AI interactions.

Meanwhile in the middle of January 2025, the Chinese chatbot called "DeepSeek" became a sensation in the world of AI claiming that it performs like ChatGPT at 1/30 of the development cost. It turns out that it is a "distilled version" of ChatGPT.
“Distilling” isn’t exactly stealing, but it is a kind of copycat maneuver used by developers to train smaller AI models on the performance of larger, more sophisticated ones.
Operation of the copied version is controlled by the copier making it more user-friendly + PRC surveillance + misuses + unknown processes.
See a conversation with DeepSeek (in Chinese) and an AI review

[End of 2025 Star Gate Project + DeepSeek]

See conversion with ChatGPT on science in Trump2.0

Perovskite () refers to a class of materials that share a specific crystal structure originally found in the mineral perovskite, which is
Perovskite Mineral composed of calcium titanium oxide (CaTiO3). This structure is known as the perovskite structure, characterized by the general formula ABX3, where 'A' and 'B' are cations of different sizes, and 'X' is an anion; X = O for Oxide Perovskites. (see periodic table. For example, Ca has 2s electrons in its outer sub-shell to donate, Ti has 2d+2s; while O needs 2 more electrons in p to complete the sub-shell, thus it is written as A2+B4+O2-3 = CaTiO3 for a stable molecule).

It occur, for examples, in carbonate skarns, altered blocks of limestone, and accessory mineral in alkaline and mafic igneous rocks, nepheline syenite, melilitite, kimberlites and rare carbonatites. Perovskite is a common mineral in the Ca-Al-rich inclusions found in some chondritic meteorites.

Figure 12-37a Perovskite Mineral [view large image]

The very special properties of perovskites originates from the high mobility of the electrons within such material. The key factors include:

Crystal Structure:
Perovskites typically have a crystal structure of the form ABX3. This structure is highly symmetric and allows for efficient charge transport. The structure minimizes the scattering of charge carriers (electrons and holes), allowing them to move more freely through the material.

Defect Tolerance:
Perovskites have a high tolerance to defects and imperfections in the crystal lattice. Defects in many materials can trap electrons and holes, reducing their mobility. However, in perovskites, the presence of defects does not significantly impede the movement of charge carriers.

High Dielectric Constant:
Perovskites often have a high dielectric constant, which helps to screen the Coulomb interaction between electrons and holes. This screening effect reduces the binding energy of electron-hole pairs, making it easier for them to move independently as free charge carriers.

Long Carrier Diffusion Lengths:
Perovskites exhibit long carrier diffusion lengths, meaning that electrons and holes can travel long distances without recombining. This is crucial for efficient charge transport and collection in solar cells and other electronic devices.
See Mean-Free-Path mobility :

where n = number density, A = collision cross-section.

Low Effective Mass of Charge Carriers:
The effective mass of electrons and holes in perovskites is relatively low. A lower effective mass means that the charge carriers can accelerate more easily under an electric field, enhancing their mobility.

Strong Light Absorption:
Perovskites are excellent light absorbers, generating a large number of charge carriers upon illumination. This high carrier generation rate, combined with efficient transport properties, contributes to their high performance in optoelectronic applications.

Soft Lattice:
The relatively soft lattice of perovskites allows for dynamic structural rearrangements that can facilitate charge transport. The material's ability to dynamically adjust its structure can help mitigate the effects of any potential barriers to charge movement. These combined properties make perovskites highly effective for use in a variety of electronic and optoelectronic applications, including high-efficiency solar cells, light-emitting diodes (LEDs), and other devices where efficient charge transport is crucial.

The ability of electrons to move almost freely within perovskite materials significantly impacts their interaction with electromagnetic waves, particularly in the context of optoelectronic applications like solar cells and light-emitting diodes (LEDs). Here are several ways in which this property relates to the interaction with electromagnetic waves:

Efficient Absorption: The electronic band structure of perovskites, with their direct band gaps, allows for efficient absorption of photons (electromagnetic waves) across a broad spectrum. This means that when light strikes the perovskite material, it can be readily absorbed and generate electron-hole pairs (excitons).

Effective Charge Separation: Once the photons are absorbed and excitons are generated, the high mobility of electrons and holes in perovskites ensures that these charge carriers can quickly separate and move towards their respective electrodes. This is crucial for the efficiency of devices like solar cells, where separated charges need to be collected to generate electric current.

Strong Photoluminescence : In LEDs and other light-emitting devices, the free movement of electrons and holes allows them to recombine efficiently to emit light. The high defect tolerance and strong spin-orbit coupling in perovskites further enhance this process, leading to strong photoluminescence.

Reduced Recombination Losses: High electron mobility reduces the likelihood of recombination losses, where electrons and holes recombine without contributing to electric current or light emission. This is important for maintaining high efficiency in both photovoltaic and light-emitting applications.

Dynamic Response to Light: The rapid movement of electrons in perovskites also allows for a dynamic response to changing light conditions. This property is beneficial for applications that require quick adaptation to varying light intensities, such as in adaptive optics or light sensors.

High Absorption Coefficient: The efficient interaction with light also means that perovskite films can be very thin while still absorbing a significant amount of light. This allows for the creation of lightweight, flexible optoelectronic devices.

In summary, the free movement of electrons in perovskites enhances their ability to interact with electromagnetic waves, leading to efficient light absorption, effective charge separation and transport, strong photoluminescence, reduced recombination losses, and a dynamic response to light. These properties make perovskites highly suitable for a range of optoelectronic applications.

Perovskite Types There are several types of perovskites, including :
1. Oxide Perovskites: These are the most common and include materials like the original CaTiO3. They are often used in applications such as catalysts, sensors, and superconductors.
2. Halide Perovskites: These have gained significant attention in recent years, especially for their use in solar cells. Methylammonium lead iodide
[(CH3NH3)1+(Pb)2+(I)1-3] is a notable example and has been shown to achieve high efficiencies in converting sunlight into electricity.
3. Organic-Inorganic Hybrid Perovskites: These materials replace
(CH3NH3)1+ with an organic molecules, offering tunable properties for various applications in optoelectronics.

Figure 12-37b Perovskite Types
[view large image]

Type 2 and 3 are designed as A1+B2+X1-3 with X refers to any Group 17 halogen elements.
See Figure 12-37b.

In addition, Perovskites can exist in various dimensional forms, each with unique structural, electronic, and optical properties. These different dimensional forms include three-dimensional (3D), two-dimensional (2D), one-dimensional (1D), and zero-dimensional (0D) perovskites.

Here's an overview of the differences between these dimensional forms:

Three-Dimensional (3D) Perovskites
" Structure: The 3D perovskites have a cubic or pseudo-cubic structure, where the A-site cation is surrounded by a framework of corner-sharing BX6 octahedra (where B is a metal cation and X is a halide anion).
" Examples: The most common example is the hybrid organic-inorganic perovskite, methylammonium lead iodide (MAPbI3).
" Properties:
o High Charge Carrier Mobility: Due to the continuous network of octahedra.
o Good Light Absorption: Suitable for photovoltaic applications.
o Stability: Generally less stable under environmental conditions (moisture, heat) compared to lower-dimensional perovskites.
o Application: Widely used in solar cells, LEDs, and other optoelectronic devices.

Two-Dimensional (2D) Perovskites
" Structure: 2D perovskites consist of layers of corner-sharing BX6 octahedra separated by organic cations. They have a formula of (A')2An-1BnX3n+1, where A' is a bulky organic cation and n represents the number of octahedral layers.
" Examples: Ruddlesden-Popper (RP) phase perovskites like (C4H9NH3)2PbI4.
" Properties:
o Enhanced Stability: Improved resistance to moisture and thermal degradation due to the presence of hydrophobic organic layers.
o Quantum Confinement: Reduced dimensionality leads to quantum confinement effects, which can alter optical and electronic properties.
o Application: Used in photodetectors, LEDs, and sometimes as protective layers in 3D perovskite solar cells.

One-Dimensional (1D) Perovskites
" Structure: 1D perovskites have a chain-like structure, where the BX6 octahedra share corners or edges in a linear arrangement, with organic cations filling the spaces between chains.
" Examples: Perovskites like [NH3(CH2)4NH3]PbI4.
" Properties:
o Highly Anisotropic Properties: Charge transport and optical properties are highly directional.
o Strong Quantum Confinement: Enhanced quantum effects due to the reduced dimensionality.
o Application: Potential applications in nanoscale optoelectronic devices and as components in hybrid perovskite structures.

Zero-Dimensional (0D) Perovskites
" Structure: 0D perovskites consist of isolated clusters or polyhedra, such as single BX6 octahedra, surrounded by organic cations.
" Examples: Cs4PbBr6, where the lead bromide octahedra are isolated from each other. " Properties:
o Discrete Energy Levels: Due to the isolation of octahedra, resulting in unique photophysical properties.
o High Stability: The isolated nature often leads to increased environmental stability.
o Application: Used in light-emitting applications and as additives to enhance the properties of other perovskite materials.

Perovskite Dimensions Comparison and Applications
" Stability: Generally increases from 3D to 0D due to the increased influence of organic cations that can provide protection against moisture and other environmental factors.
" Optoelectronic Properties: 3D perovskites are typically better for applications requiring high charge mobility, like solar cells, whereas 2D and lower-dimensional perovskites are better for applications where stability and specific optical properties are crucial, like LEDs and photodetectors.
" Quantum Confinement: Becomes more pronounced as the dimensionality decreases, affecting bandgap and emission properties, making lower-dimensional perovskites suitable for tunable light emission applications.

Figure 12-37c Perovskite Dimensions [view large image]

By tailoring the dimensionality of perovskites, researchers can optimize their properties for specific applications, enhancing their performance in a variety of optoelectronic devices.

Applications for the three types of perovskites:

Oxide Perovskites (ABO3)

1. Catalysis:
o Used as catalysts in oxidation-reduction reactions.
o Applications in the automotive industry for catalytic converters.
o Electrocatalysts for water splitting and fuel cells.
2. Ferroelectric Materials :
o Used in non-volatile memory devices (FRAM).
o Capacitors and piezoelectric sensors.
o Actuators and transducers in various electronic devices.
O<sub>3</sub> Perovskite Applications 3. Magnetic Materials:
o Used in spintronic devices.
o Magnetic sensors and memory storage devices. 4. Superconductors:
o High-temperature superconductors for power cables and magnetic levitation.
5. Thermoelectric Materials :
o Used for power generation from waste heat.
o Cooling applications in electronic devices.
6. Optoelectronics :
o Used in light-emitting diodes (LEDs) and laser diodes.

Figure 12-37d ABO3 Applications

See Figure 12-37d.


Halide Perovskites (ABX3)

1. Photovoltaics:
o High-efficiency solar cells.
o Tandem solar cells combining different types of perovskites for enhanced efficiency.
2. Light-Emitting Devices:
o LEDs for displays and lighting.
o Lasers for various optical applications.
3. Photodetectors:
o High-sensitivity photodetectors for imaging and sensing applications.
4. X-Ray Detectors:
o Used in medical imaging and security screening.
5. Radiation Detectors:
o Applications in high-energy physics and space missions for radiation detection.

Amid all the wonderful applications of ABX3 as shown above and in Figure 12-37e,a; it lurks a serious problem of lead poisoning (see Figure 12-37e,b) by the Pb components as shown in Figure 12-37c.

Accoring to ChatGPT, there are certain ways to address the problem :

1. Encapsulation:
o Barrier Layers: Encapsulating perovskite materials with robust barrier layers can prevent lead from leaching out. These barrier layers can be made from materials like polymers, glass, or other inorganic compounds that are impervious to moisture and oxygen, which can trigger lead release.
o Multi-layer Coatings: Using multiple layers of different encapsulating materials can enhance protection and durability.
2. Lead-Free Perovskites:
o Alternative Cations: Research is ongoing to replace lead with less toxic cations such as tin (Sn), germanium (Ge), or bismuth (Bi). Lead-free perovskites like tin halide perovskites (e.g., CH3NH3SnI3) have shown promise, although they still face challenges in terms of stability and performance.
o Mixed Cation Systems: Some approaches involve mixing lead with other cations to reduce overall lead content while maintaining desirable properties.
3. Recycling and Waste Management:
o Recycling Programs: Establishing recycling programs for perovskite solar panels can ensure that lead-containing materials are safely processed and reused rather than being discarded into the environment.
o Safe Disposal: Developing protocols for the safe disposal of lead-containing perovskite materials can minimize environmental contamination. This includes proper waste management practices and regulatory frameworks.
4. Green Synthesis Methods:
o Non-toxic Solvents: Using environmentally friendly solvents in the synthesis of perovskite materials can reduce the overall toxicity of the production process.
o Low-temperature Processing: Developing low-temperature processing methods can minimize the release of toxic substances and reduce the energy consumption associated with manufacturing.
5. Stabilization Strategies:
o Surface Passivation: Applying surface passivation techniques to stabilize perovskite materials can reduce their degradation and the subsequent release of lead.
o Additives: Incorporating additives that can bond with lead and prevent its release into the environment is another approach. These additives can include compounds that form stable complexes with lead ions.
6. Policy and Regulation:
o Regulatory Standards: Implementing strict regulatory standards for the use and disposal of lead-containing perovskites can help mitigate their impact on health and the environment.
o Environmental Monitoring: Regular monitoring of areas where perovskite materials are used or disposed of can help detect and address any lead contamination early.
ABX<sub>3</sub> and Lead 7. Public Awareness and Education:
o Education Campaigns: Educating manufacturers, users, and the general public about the risks associated with lead in perovskites and the importance of proper handling and disposal can enhance safety.
o Labeling and Certification: Developing labeling and certification programs for lead-free or low-lead perovskite products can help consumers make informed choices.

Figure 12-37e ABX3 Apps and Lead Poisoning

By implementing these strategies, the potential harmful effects of lead in halide perovskites can be significantly minimized, paving the way for safer and more sustainable use of these materials in optoelectronic applications.


Organic-Inorganic Hybrid Perovskites (ABX3)
1. Photovoltaics:
o Solar cells with high power conversion efficiency.
o Flexible and lightweight solar panels.
2. Light-Emitting Devices:
o LEDs for low-cost, high-efficiency lighting and displays.
o Tunable color emission for various applications.
3. Photodetectors:
o Sensitive and fast photodetectors for imaging applications.
o Ultraviolet and visible light detection.
4. Lasers:
o Low-threshold lasers for optical communication and sensing.
o Tunable wavelength lasers for various optical applications.
5. Memory Devices:
o Resistive switching memory devices (ReRAM).
o Potential applications in non-volatile memory storage.

ABX<sub>3</sub> and Lead Many Lead-Free (LF) perovskites suffer from lower stability compared to lead-based ones, making it challenging to achieve long-term performance. Researchers are enlisting the Organic-Inorganic Hybrid Perovskites to bypass the problem. There are hybrid materials in ongoing researches that combine perovskites with other compounds to improve stability and reduce toxicity. This approach involves integrating materials that can enhance the overall performance while minimizing the environmental impact. Figure 12-37f shows the various perspectives of the hybrid products (all invoke the carbon C element in the "A" component).

Figure 12-37f
LF Perovskites

See "Lead-Free Perovskite Single Crystals: A Brief Review".



The missing and lacking of atoms or ions in an ideal or imaginary crystal structure or lattice and the misalignment of unit cells in real crystals are called crystal defects or solid defects (see Figure 12-37g).

Examples of Specific Defects and Their Effects in perovskite
" Vacancies:
o Oxygen Vacancies: Can lead to n-type conductivity and enhanced photocatalytic activity.
o A-site and B-site Vacancies: Can influence the ferroelectric and dielectric properties.
" Interstitials:
Defeats o Cation Interstitials: Can increase the electrical conductivity by providing extra charge carriers.
o Anion Interstitials: Can create localized states that affect the optical properties.
" Substitutional Defects:
o Doping with Foreign Elements: Can tailor the bandgap and electronic properties for specific applications like photovoltaics or LEDs.

Figure 12-37g
Defeats

Understanding and controlling these defect-induced properties is crucial for optimizing the performance of perovskite materials in a wide range of applications.

The special properties introduced by defeats :

Defects in perovskite materials can introduce a variety of special properties that can be either advantageous or detrimental, depending on the application. Here are some of the notable properties introduced by different types of defects:
1. Electronic Properties
" Trap States: Defects can create electronic trap states within the bandgap, affecting charge carrier dynamics by trapping and releasing electrons or holes. This can be detrimental for photovoltaic applications but beneficial for certain types of sensors.
" Doping Effects: Certain defects, such as interstitials or vacancies, can act as dopants, increasing the material's conductivity. This is particularly useful in tailoring the electronic properties of perovskites for specific applications.
2. Optical Properties
" Enhanced Light Absorption: Defects can introduce localized states within the bandgap, enhancing light absorption in specific wavelength ranges. This can be useful in designing materials for photodetectors and other optoelectronic devices.
" Photoluminescence Tuning: Defects can affect the photoluminescence properties by altering the emission spectrum, which is beneficial for applications like light-emitting diodes (LEDs) and lasers.
3. Structural Properties
" Lattice Distortions: Defects can cause local lattice distortions, which can affect the mechanical properties of the material, such as its hardness and elasticity.
" Phase Stabilization: Certain defects can stabilize or destabilize specific crystallographic phases, impacting the material's structural stability and phase transitions.
4. Chemical Properties
" Reactivity: Defects can increase the chemical reactivity of perovskites, making them more susceptible to reactions with environmental agents like water and oxygen. This can be useful for catalytic applications but detrimental for stability in devices.
" Ion Migration: Defects can facilitate the migration of ions within the lattice, which can be useful for applications like solid-state batteries and ionic conductors.
5. Dielectric and Ferroelectric Properties
" Enhanced Dielectric Properties: Certain defects can enhance the dielectric constant of perovskites, making them suitable for high-k dielectric applications in capacitors and other electronic components.
" Ferroelectricity: Defects can influence the ferroelectric properties by pinning or moving domain walls, affecting polarization switching behavior. This is important for memory devices and sensors.
6. Magnetic Properties
" Magnetism: Defects, such as oxygen vacancies, can induce magnetism in otherwise non-magnetic perovskites, opening up possibilities for spintronic applications.
7. Surface Properties
" Catalytic Activity: Surface defects can enhance the catalytic activity of perovskite materials, making them useful in applications like photocatalysis and electrocatalysis.
" Surface Energy and Wetting: Defects can alter the surface energy and wetting properties, which can influence the material's interaction with other substances, important for coating and adhesion applications.
8. Thermoelectric Properties
" Improved Thermoelectric Performance: Defects can scatter phonons and reduce thermal conductivity while maintaining or enhancing electrical conductivity, improving the thermoelectric performance of perovskites.
9. Environmental Stability
" Degradation Pathways: Defects can either accelerate or decelerate environmental degradation. For example, certain defects can enhance the material's resistance to moisture and oxygen, improving its stability for long-term applications.

Calculating the degree of defects and the tolerance in perovskite materials involves several characterization techniques and theoretical approaches. Here is just an example of using the Goldschmidt Tolerance Factor t to predict the viability of the perovskite structure :

Torlerance

Figure 12-37h
Torlerance

Figure 12-37h shows the limitation of "Tolerance" and the rather property of perovskites.


Perovskite materials can exhibit a variety of defects, each affecting their properties in different ways. Here are the main types of defects commonly found in perovskites:

Point Defects
1. Vacancies:
o A-site Vacancy: Missing cation at the A-site of the perovskite structure.
o B-site Vacancy: Missing cation at the B-site.
o Anion Vacancy: Missing anion (typically oxygen or halide) in the lattice.
2. Interstitials:
o A-site Interstitial: Extra cation at an interstitial site.
o B-site Interstitial: Extra cation at an interstitial site.
o Anion Interstitial: Extra anion at an interstitial site.
3. Substitutional Defects:
o A-site Substitution: A different cation replaces the A-site cation.
o B-site Substitution: A different cation replaces the B-site cation.
o Anion Substitution: A different anion replaces the regular anion (e.g., a halide replacing an oxygen atom).
Extended Defects
4. Dislocations:
o Edge Dislocation: A defect where an extra half-plane of atoms is inserted into a crystal.
o Screw Dislocation: A defect where the crystal layers spiral around a line defect.
5. Grain Boundaries:
o The interface between two grains or crystallites with different orientations. These can act as recombination centers for charge carriers.
6. Twin Boundaries:
o A specific type of grain boundary where the lattice structure on either side of the boundary is a mirror image.
Planar Defects
7. Antiphase Boundaries:
o A defect where there is a shift in the phase of the crystal lattice, often resulting in a mismatch in atomic positions.
Complex Defects
8. Defect Clusters:
o Groups of point defects that form a complex, such as a vacancy cluster or interstitial cluster.
9. Schottky Defects:
o A pair of vacancies, one cation and one anion, that maintains charge neutrality.
10. Frenkel Defects:
o A cation or anion vacancy paired with an interstitial of the same species.
Electronic Defects
11. Deep-Level Defects:
o Defects that introduce electronic states deep within the bandgap, acting as recombination centers for charge carriers.
12. Shallow-Level Defects:
o Defects that introduce electronic states near the band edges, often acting as dopants that can enhance conductivity.
Surface Defects 13. Surface Vacancies:
o Missing atoms or ions at the surface of the material.
14. Surface Reconstruction:
o Rearrangement of atoms at the surface to minimize energy, leading to different surface properties compared to the bulk material.
Vacancy Ordered Phases
15. Ordered Vacancies:
o In some perovskites, vacancies can order themselves in a regular pattern, creating a distinct phase with different properties from the disordered phase.
Hybrid Organic-Inorganic Perovskites (Additional Defects)
16. Organic Cation Defects:
o In hybrid perovskites, defects can involve the organic cations (e.g., methylammonium), such as missing or misplaced organic molecules.
17. Hydration Defects:
o Interaction with water can lead to hydration of the material, creating new defects or altering existing ones.
Understanding and controlling these defects is crucial for optimizing the performance of perovskite materials in applications such as solar cells, LEDs, and other electronic and optoelectronic devices.

Defects in perovskite materials can arise from both natural processes and synthetic procedures. When considering perovskites taken directly from the soil, these natural processes are indeed a significant factor. Here are some natural processes that can cause defects in perovskite minerals:

Natural Processes Leading to Defects in Perovskites
1. Geological Formation:
o Pressure and Temperature Variations: During the formation of perovskite minerals in the Earth's crust, varying pressures and temperatures can lead to defects such as dislocations and vacancies.
o Chemical Environment: The presence of different elements and compounds during the formation process can lead to substitutional defects where foreign atoms replace the original perovskite components.
2. Radiation Damage:
o Cosmic and Terrestrial Radiation: Exposure to cosmic rays and natural terrestrial radiation can create point defects such as vacancies and interstitials by displacing atoms from their lattice positions.
3. Mechanical Stress:
o Tectonic Movements: Natural tectonic activity can introduce mechanical stress in the mineral, causing dislocations, grain boundaries, and other extended defects.
4. Weathering and Erosion:
o Chemical Weathering: Interaction with water, oxygen, and other chemical agents can lead to the formation of defects such as vacancies and interstitials, and even alter the chemical composition of the perovskite.
o Physical Weathering: Processes like freeze-thaw cycles and abrasion can introduce mechanical defects such as cracks and dislocations.
5. Impurities:
o Incorporation of Foreign Elements: Naturally occurring impurities present in the soil can be incorporated into the perovskite lattice, leading to substitutional defects and changes in the material's properties.

Defects in Synthetic Perovskites
In addition to naturally occurring defects, synthetic perovskites, which are often used in technological applications, can also have defects introduced during their fabrication. These defects can result from:
1. Synthesis Conditions:
o Temperature and Pressure Control: Imperfect control of temperature and pressure during synthesis can lead to defects similar to those in naturally formed perovskites.
o Chemical Precursors: The purity and stoichiometry of the chemical precursors used can affect the defect concentration and type.
2. Processing Techniques:
o Solvent Quality: The type and quality of solvents used in solution processing can influence defect formation.
o Deposition Methods: Techniques such as spin coating, vapor deposition, and others can introduce defects depending on the uniformity and rate of deposition.
3. Annealing:
o Post-synthesis Treatments: Annealing conditions (temperature, atmosphere) can either heal or create defects in the material.
4. Environmental Exposure:
o Humidity and Oxygen: Exposure to moisture and oxygen during and after synthesis can introduce defects, particularly in hybrid organic-inorganic perovskites.

Mitigation of Defects
Whether in naturally occurring or synthetic perovskites, researchers employ various strategies to mitigate defects:
1. Material Purification: Ensuring high purity of starting materials to minimize impurity-related defects.
2. Optimized Synthesis Conditions: Careful control of synthesis parameters such as temperature, pressure, and atmosphere.
3. Post-Synthesis Treatments: Techniques like annealing and surface passivation to reduce defect concentrations.
4. Protective Coatings: Applying coatings to protect perovskites from environmental degradation.

Understanding the origins of defects and developing strategies to control them are crucial for enhancing the performance of perovskite materials in various applications.

There are several perovskite products available on the market, particularly in the field of solar energy. Perovskite materials have shown great promise in the development of high-efficiency, cost-effective solar cells. Some of such perovskite products include:

* Perovskite Solar Panels: A few companies are in the process of commercializing perovskite solar cells, offering them as either standalone products or as tandem layers on traditional silicon solar cells to enhance efficiency.
* Perovskite Ink and Coatings: These are used in research and development settings and for prototype manufacturing of perovskite solar cells.
Market * Perovskite-based LED Lights: Although less common than solar cells, perovskite LEDs (light-emitting diodes) are emerging in the market, offering high efficiency and potentially lower production costs.
* Perovskite Materials for Research: Raw materials and pre-fabricated perovskite layers are available for academic and industrial research purposes.

Figure 12-37i
Solar Cell Market

The commercial availability of these products may vary by region and the maturity of the technology, as perovskite solar cells are still relatively new compared to traditional silicon-based solar technology.

See "Global Perovskite Solar Cells Module Market Size And Forecast".


Conversation on USA Science under Trump2.0 with ChatGPT (in Italic text)

What is the relationship between ChatGPT and Microsoft?

ChatGPT said:
ChatGPT is developed by OpenAI, while Microsoft is a major partner and investor in OpenAI. Their relationship includes:
1. Investment - Microsoft has invested billions of dollars into OpenAI, including a significant funding round in 2023.
2. Cloud Computing - OpenAI relies on Microsoft's Azure cloud infrastructure to train and run models like ChatGPT.
3. Product Integration - Microsoft integrates OpenAI's technology into products like Bing Chat, Copilot (for Office apps), and Azure OpenAI Service.
4. Exclusive Licensing - Microsoft holds an exclusive license to OpenAI's advanced models, meaning they can incorporate them into their commercial offerings.
Despite this partnership, OpenAI remains an independent organization that continues to develop AI research and applications beyond Microsoft's ecosystem.

Then, why does Microsoft use copilot instead of ChatGPT?

ChatGPT said:
Microsoft brands its AI-powered features as Copilot instead of ChatGPT for a few key reasons:
1. Branding & Differentiation - Microsoft wants to market AI as an integrated assistant within its products (e.g., Windows, Office, GitHub) rather than as a standalone chatbot. "Copilot" emphasizes AI as a helper rather than a conversational tool.
2. Customization & Fine-Tuning - While Copilot uses OpenAI models (like GPT-4), Microsoft customizes them to fit specific use cases, such as coding (GitHub Copilot), document editing (Word, Excel), or search (Bing Chat).
3. Enterprise Control & Security - Microsoft offers enterprise-ready AI with security, compliance, and integration into its ecosystem. Copilot is designed for businesses and professional applications, while ChatGPT is a more general-purpose AI.
4. Integration with Microsoft Cloud - Copilot runs on Microsoft Azure AI and benefits from Microsoft's infrastructure, allowing deeper integration with its productivity tools.

In short, Copilot uses OpenAI's technology, including ChatGPT models, but is tailored for Microsoft's ecosystem and enterprise needs.

The chatbot "DeepSeek" is known as the "distilled" version of ChatGPT. I think it is mainly used in China; does it impact ChatGPT users?

ChatGPT said:
DeepSeek is an independent AI model developed by a Chinese company, and while it is sometimes referred to as a "distilled" version of ChatGPT, it is not directly related to OpenAI or ChatGPT. The term "distilled" in this context likely refers to model compression or efficiency techniques, not an actual connection to OpenAI's models.

Does DeepSeek impact ChatGPT users?

Not directly. However, there are some indirect effects:
1. Regional AI Development - Since OpenAI's services, including ChatGPT, are restricted in China, local AI models like DeepSeek fill that gap. This creates competition in AI development, which could influence the global AI landscape.
2. Technology & Model Comparisons - If DeepSeek or other models perform well, OpenAI might face competitive pressure to improve ChatGPT, benefiting users worldwide.
3. Market Fragmentation - Different AI models optimized for different regions or regulations (like DeepSeek for China) might lead to varied AI experiences globally. However, ChatGPT users outside China are unlikely to be affected.

Bottom Line

DeepSeek is a separate AI model primarily for the Chinese market, and while it doesn't directly impact ChatGPT users, its development reflects the broader evolution of AI models worldwide.

How about chatbot usage in Europe? do they use ChatGPT or their own product?

ChatGPT said:
In Europe, ChatGPT is widely used, but there are also regional AI models and initiatives aimed at developing homegrown alternatives due to concerns about data privacy, regulations (like GDPR), and technological sovereignty.
Chatbot Usage in Europe
1. ChatGPT & OpenAI Models
o ChatGPT is available in Europe and is widely used by individuals and businesses.
o Microsoft Copilot (powered by OpenAI models) is also popular, especially in enterprises using Microsoft 365.
2. European AI Models & Competitors
o Mistral AI (France) - A leading European AI company developing open-source large language models (LLMs) as an alternative to OpenAI.
o Aleph Alpha (Germany) - Focuses on explainable AI and enterprise solutions, often used for government and corporate applications.
o DeepMind (UK, owned by Google) - Develops AI models like Gemini (formerly Bard), which is also available in Europe.
3. Regulatory Influence
o The EU AI Act is shaping how AI models are deployed, emphasizing transparency, risk management, and ethical considerations.
o This may encourage more European AI development to reduce reliance on U.S.-based models like ChatGPT.

Bottom Line ChatGPT is widely used in Europe, but there is a growing push for European-made AI models to ensure compliance with local laws and reduce dependence on U.S. tech giants.

Which is the leading chatbot in the world in terms of number of users?

ChatGPT said:
As of early 2025, the leading chatbots worldwide by number of active users are:
1. Meta AI: Approximately 500 million active users.
2. ChatGPT: Around 300 million active users.
3. Google Gemini: Approximately 275 million active users.
4. Microsoft Copilot (Bing Chat): About 100 million active users.
5. Claude: Around 20 million active users.

These figures indicate that Meta AI currently holds the largest user base among chatbots globally.

What is Meta AI? Never heard of it.

ChatGPT said:
Meta AI is Meta's (formerly Facebook's) artificial intelligence chatbot and assistant. It is integrated into Meta's platforms, including Facebook, Instagram, WhatsApp, and Messenger, giving it access to a massive user base.
What Does Meta AI Do?
" Acts as a chatbot within Messenger, WhatsApp, and Instagram.
" Provides real-time AI assistance, similar to ChatGPT, but embedded within Meta apps.
" Uses Llama AI models (Meta's open-source large language models).
" Supports image generation and search using AI.
Why Haven't You Heard of It?
" Meta AI is mostly embedded into existing social media and messaging platforms, so users may not recognize it as a separate chatbot.
" It's still being rolled out in different regions.
How Does It Compare to ChatGPT?
" Wider reach due to its integration with Meta's apps.
" More casual and social-focused than ChatGPT, which is often used for work and research.
" Less customizable compared to ChatGPT's dedicated app.
Would you like to see how it compares in more detail
Yes, please.
ChatGPT said:
Here's a detailed comparison between Meta AI and ChatGPT in key areas:

Key Takeaways
" Meta AI is more social-focused, working seamlessly within Meta's apps.
" ChatGPT is more advanced for work, research, and coding, with a dedicated app and APIs.
" Meta AI has a larger user base but is less flexible than ChatGPT.
Would you like to see how they perform side by side in a test scenario? ??

No, that's enough about meta AI. I don't use Facebook; I have WhatsApp, which offers some sort of AI assistant.

ChatGPT said
Got it! The AI assistant in WhatsApp is likely Meta AI, which is gradually rolling out in different regions. If you ever want to explore how it compares to other AI tools, let me know! ??

Besides doing research in quantum computing and AI, what else is Microsoft doing in scientific research?

ChatGPT said:
Microsoft is involved in a wide range of scientific research areas beyond quantum computing and AI. Here are some key fields: 1. Computational Biology & Healthcare
" AI for Drug Discovery - Collaborating with pharmaceutical companies to accelerate drug development using AI.
" Project Hanover - Using machine learning to help oncologists interpret medical literature and improve cancer treatment.
" AI for Healthcare Imaging - Developing AI tools for medical imaging diagnostics.
2. Climate Science & Sustainability
" Planetary Computer - A massive cloud-based tool for analyzing environmental data to help with conservation efforts.
" AI for Earth - Supports projects in agriculture, water management, biodiversity, and climate resilience.
" Carbon Capture & Removal - Developing software solutions to monitor and reduce carbon emissions.
3. Materials Science & Quantum Chemistry
" Microsoft Quantum (Azure Quantum) - Not just quantum computing but also quantum simulations for designing new materials and molecules.
" AI for Materials Discovery - Using machine learning to predict the properties of new materials.
4. Astrophysics & Space Science
" Partnerships with NASA & ESA - Using AI to analyze astronomical data, space weather, and satellite images.
" Cosmos DB - A cloud-based database designed to handle large-scale astronomical datasets.
5. Robotics & Automation
" AI for Robotics - Working on autonomous systems for industrial automation and supply chains.
" AirSim - A high-fidelity simulator for training autonomous drones and self-driving cars.
6. Neuroscience & Brain-Computer Interfaces
" AI for Neuroscience - Developing models to understand brain function and neurological diseases.
" Neural Interfaces - Researching ways to connect AI with human cognition.
7. Cryptography & Cybersecurity
" Post-Quantum Cryptography - Developing security systems resistant to quantum attacks.
" Confidential Computing - Advancing privacy-preserving AI and encryption techniques.
Microsoft's research spans deep tech, sustainability, space, and life sciences, often integrating AI, cloud computing, and quantum technology. Let me know if you'd like to dive into any specific area! ??

So it becomes a faculty in science similar to a university?

ChatGPT said:
In a way, yes-Microsoft Research functions much like a university faculty, but within an industry setting. It has:
1. Dedicated Research Labs - Microsoft Research (MSR) has global labs in places like Redmond, Cambridge, Beijing, and Montreal, where scientists conduct fundamental and applied research.
2. Interdisciplinary Focus - It spans multiple scientific fields, just like a university, covering AI, quantum computing, biology, climate science, and more.
3. Academic Partnerships - Microsoft collaborates with universities worldwide, funding research, co-authoring papers, and hosting visiting scholars.
4. Publishing & Conferences - MSR researchers publish in top-tier journals (e.g., Nature, Science) and present at academic conferences like NeurIPS, ICML, and CVPR.
5. Training & Mentorship - Similar to universities, Microsoft runs internship programs, PhD fellowships, and mentorship for early-career researchers.

Key Difference from a University Faculty
" No Teaching Obligation - Unlike universities, Microsoft Research doesn't have undergraduate or graduate students to teach.
" Industry-Focused Impact - Research is often geared toward real-world applications and integration into Microsoft products (e.g., AI in Azure, quantum computing services).
" Private Funding - It's funded by Microsoft rather than government grants or tuition fees.

So while it operates like a top-tier research institution, it ultimately serves Microsoft's broader business and technological goals. Would you be interested in specific details about its work in any particular field?

No, I am just a 90-year-old retiree still interested in what's happening in this world.

ChatGPT said:
That's wonderful! Staying curious and engaged with the world keeps life interesting. If there's ever a topic you'd like to explore-science, technology, history, or anything else-just let me know. I'm always happy to chat! ??

Thanks for providing ChatGPT (almost free).

ChatGPT said:
You're very welcome! I'm glad you find it useful. It's great to have these conversations with you. If you ever have more questions or just want to chat, I'm always here. Take care! ??

I think organizations similar to Microsoft remain the only places still doing research in science in Trump 2.0

ChatGPT said:
I see what you're getting at. If a second Trump administration were to reduce government funding for scientific research-especially in areas like climate science, public health, or fundamental research-then private organizations like Microsoft, Google, and pharmaceutical companies might play an even bigger role in driving scientific advancements.
However, a few things to consider:
1. Government Agencies Still Matter - Institutions like NASA, NIH, DOE, and NSF are deeply embedded in the U.S. research ecosystem. Even with budget cuts, they won't disappear.
2. Private Sector's Expanding Role - Tech giants (Microsoft, Google, IBM) and biotech firms are already outpacing government in AI, quantum computing, and drug discovery.
3. Universities & Global Collaboration - While U.S. federal funding could shift, universities and international partnerships will continue scientific progress.
4. State-Level & International Funding - Some states (like California) and other countries (EU, China) may pick up the slack in critical research areas.
Would you be interested in following how science funding plays out under the new administration?

I already know, i.e., it is hopeless, except for the Stargate Project.

ChatGPT said:
I get the sense that you're being a bit tongue-in-cheek with the Stargate Project reference-unless you're seriously banking on classified research taking science forward! ??
If you mean that mainstream scientific progress will slow down due to political shifts, I can see why you'd feel that way.
But as long as companies like Microsoft, Google, and private research institutions keep pushing forward, science won't come to a standstill. The funding landscape may change, but curiosity and innovation will persist-just perhaps in different places than before.
Are there any particular areas of science you'd still like to keep an eye on, even in "Trump 2.0"?

No, that's enough for now, further discussion will get you into trouble.

ChatGPT said:
Fair enough! I appreciate the conversation, and I'm always here if you want to chat about science, technology, or anything else. Take care, and talk to you later!


[End of Conversation]

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